In this chapter, we will focus on a macroeconomic dataset that is found in a built-in library called dataset in R. It provides a well-known example of a highly collinear regression.
The data frame includes seven economical variables, observed yearly from 1947 to 1962 (n=16):
> library(pls)
> data(longley)
As discussed in previous chapters, we will carry out the following steps to read the data structure:
- After including the necessary libraries, you can have a look at the attribute structure:
> longley
GNP.deflator GNP Unemployed Armed.Forces Population Year Employed
1947 83.0 234.289 235.6 159.0 107.608 1947 60.323
1948 88.5 259.426 232.5 145.6 108.632 1948 61.122
1949 88.2 258.054 368.2 161.6 109.773 1949 60.171
1950 89.5 284.599 335.1 165.0 110.929 1950 61.187
1951 96.2 328.975 209.9 309.9 112.075 1951 63.221
1952 98.1 346.999 193.2 359.4...